{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "import os\n",
    "os.environ[\"KMP_DUPLICATE_LIB_OK\"]=\"TRUE\"\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def nms_by_maxpool(hm, wh, reg_xy, conf_T = 0.3, ksize = 3, stride = 1):\n",
    "    maxpool = nn.MaxPool2d(ksize, stride = 1, padding=(ksize - 1) // 2) # Maxpool is 2d not 3d. No influence between classes.\n",
    "    maxpooled_hm = maxpool(hm)  # multipe images   multiple classes\n",
    "    hm_keep_mask = (hm == maxpooled_hm).bool() & (hm > conf_T) # [num_batch, num_classes, y, x] # hm_keep_mask includes all classes    \n",
    "    \n",
    "    kept_mask,_ = hm_keep_mask.max(1, keepdims = True) # Along class axis. As long as there is at least a 1 along class axis in kept_mask(y,x), the value should be 1.\n",
    "    \n",
    "    kept_hm = kept_mask * hm\n",
    "    kept_wh = kept_mask * wh\n",
    "    kept_regxy = kept_mask * reg_xy\n",
    "    \n",
    "    return kept_mask, kept_hm, kept_wh, kept_regxy\n",
    "    \n",
    "\n",
    "def preprocess(img):\n",
    "    import numpy as np\n",
    "    h, w, _ = img.shape\n",
    "    scale   = min(512/h, 512/w)\n",
    "    translation_w = -w*0.5*scale + 512*0.5\n",
    "    translation_h = -h*0.5*scale + 512*0.5\n",
    "\n",
    "    M = np.array([[scale, 0, translation_w],\n",
    "                  [0, scale, translation_h]])\n",
    "\n",
    "    affine_img = cv2.warpAffine(img, M, (512, 512))\n",
    "    \n",
    "    mean = np.array([0.408, 0.447, 0.470], dtype = np.float32)\n",
    "    std = np.array([0.289, 0.274, 0.278], dtype = np.float32)\n",
    "\n",
    "    norm_affine_img = (affine_img / 255. - mean) / std\n",
    "    \n",
    "    return norm_affine_img.transpose(2,0,1)[None], affine_img, M\n",
    "\n",
    "\n",
    "def decode(output, image, affine_img, inv_M, dp_r=4.0, conf_T = 0.3):\n",
    "    \"\"\"\n",
    "    dp_r: downsample_ratio\n",
    "    image: warp affined image\n",
    "    M : tansformation matrix\n",
    "    \"\"\" \n",
    "    final_show = image.copy()\n",
    "    show = affine_img.copy()\n",
    "    src_h, src_w, _ = image.shape\n",
    "    \n",
    "    # 1. Three heads of the output\n",
    "    hm = output[\"hm\"].sigmoid_()\n",
    "    print(hm.shape)\n",
    "    wh = output[\"wh\"]\n",
    "    reg_xy = output[\"reg\"]\n",
    "    \n",
    "    # 2. NMS\n",
    "    _, kept_hm, kept_wh, kept_regxy = nms_by_maxpool(hm, wh, reg_xy, conf_T = 0.3, ksize = 3, stride = 1)\n",
    "        # kept_hm [1x80x128x128]  kept_wh and kept_regxy [1x2x128x128]\n",
    "    \n",
    "    # 3. Draw bbox on warpaffined_img\n",
    "    max_conf_mat, label_idx_mat = kept_hm[0].max(0) # One image. Do max func along axis class axis\n",
    "    ys_,xs_ = torch.where(max_conf_mat>0)\n",
    "    for y,x in torch.stack((ys_, xs_)).T:\n",
    "        reg_x, reg_y = kept_regxy[0][0][y,x], kept_regxy[0][1][y,x]\n",
    "        w, h         = dp_r *kept_wh[0][0][y,x],  dp_r*kept_wh[0][1][y,x]\n",
    "        y,x = y.item(), x.item()\n",
    "        y_affine, x_affine = int(dp_r*(y + reg_y)), int(dp_r*(x + reg_x)) \n",
    "        left,right,top,bottom = \\\n",
    "                                int(x_affine - w/2), int(x_affine + w/2), \\\n",
    "                                int(y_affine - h/2), int(y_affine + h/2)\n",
    "\n",
    "\n",
    "        cv2.circle(show, (x_affine, y_affine), radius=3, color=(0,0,255), thickness=2)\n",
    "        cv2.rectangle(show,(left,top),(right,bottom),color = (0,255,0), thickness = 2)\n",
    "    \n",
    "    # 4. let the bbox back on the normal image\n",
    "    cv2.warpAffine(show, inv_M[:2,:], (src_w, src_h), final_show)\n",
    "    \n",
    "    return final_show\n",
    "\n",
    "    \n",
    "\n",
    "\n",
    "image = cv2.imread(\"truck_and_person.jpg\")\n",
    "output_tensor = torch.load(\"model_output\", map_location=torch.device('cpu')) \n",
    "\n",
    "_, affine_img, M = preprocess(image)\n",
    "\n",
    "inv_M = np.linalg.inv(np.concatenate((M, np.array([[0,0,1.0]])),axis = 0))\n",
    "\n",
    "\n",
    "visual_out = decode(output_tensor, image, affine_img, inv_M)\n",
    "    \n",
    "plt.imshow(visual_out[...,::-1])\n",
    "\n",
    "\n",
    "\n",
    "# plt.imshow(kept_mask[0][0]) # kept_mask  # don't care class but obj location\n",
    "# plt.imshow(kept_hm[0][0])   # show human\n",
    "# plt.imshow(kept_wh[0][0])     # show w for the objs detected\n",
    "# plt.imshow(kept_regxy[0][0]) # show regx for the objs detected\n",
    "# plt.imshow(visual_out[...,::-1])\n",
    "\n",
    "\n"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "torch.Size([1, 80, 128, 128])\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f705a53d130>"
      ]
     },
     "metadata": {},
     "execution_count": 2
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  }
 ],
 "metadata": {
  "orig_nbformat": 4,
  "language_info": {
   "name": "python",
   "version": "3.8.8",
   "mimetype": "text/x-python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "pygments_lexer": "ipython3",
   "nbconvert_exporter": "python",
   "file_extension": ".py"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.8.8 64-bit ('base': conda)"
  },
  "interpreter": {
   "hash": "7383003b210fdacca9bf7683d9d1d561f4a72c77adad40daede406a89507eb7d"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}